gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	71
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	11.9 KiB
Average record size in memory	171.9 B

Variable types

Numeric	17
Categorical	2

Dataset

Description	기초생활수급자 장애수당 수급자 집계현황
Author	경기복지재단(경기도장애인복지종합지원센터)
URL	https://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=59UCM7SD7V1PPSTV9CTE25677563&infSeq=1

Alerts

`전체수급자수(명)` is highly overall correlated with `지체수급자수(명)` and 13 other fields	High correlation
`지체수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 11 other fields	High correlation
`뇌병변수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 12 other fields	High correlation
`시각수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 10 other fields	High correlation
`청각수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 11 other fields	High correlation
`언어수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 10 other fields	High correlation
`안면수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 12 other fields	High correlation
`신장수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 7 other fields	High correlation
`심장수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 12 other fields	High correlation
`간수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 11 other fields	High correlation
`호흡기수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 11 other fields	High correlation
`장루요루수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 11 other fields	High correlation
`뇌전증수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 12 other fields	High correlation
`지적수급자수(명)` is highly overall correlated with `호흡기수급자수(명)` and 3 other fields	High correlation
`정신수급자수(명)` is highly overall correlated with `호흡기수급자수(명)` and 3 other fields	High correlation
`자폐성수급자수(명)` is highly overall correlated with `전체수급자수(명)` and 6 other fields	High correlation
`장애정도` is highly overall correlated with `전체수급자수(명)` and 10 other fields	High correlation
`기타수급자수(명)` is highly imbalanced (86.5%)	Imbalance
`전체수급자수(명)` has 1 (1.4%) zeros	Zeros
`지체수급자수(명)` has 17 (23.9%) zeros	Zeros
`뇌병변수급자수(명)` has 8 (11.3%) zeros	Zeros
`시각수급자수(명)` has 23 (32.4%) zeros	Zeros
`청각수급자수(명)` has 23 (32.4%) zeros	Zeros
`언어수급자수(명)` has 45 (63.4%) zeros	Zeros
`안면수급자수(명)` has 39 (54.9%) zeros	Zeros
`신장수급자수(명)` has 28 (39.4%) zeros	Zeros
`심장수급자수(명)` has 39 (54.9%) zeros	Zeros
`간수급자수(명)` has 40 (56.3%) zeros	Zeros
`호흡기수급자수(명)` has 39 (54.9%) zeros	Zeros
`장루요루수급자수(명)` has 40 (56.3%) zeros	Zeros
`뇌전증수급자수(명)` has 34 (47.9%) zeros	Zeros
`지적수급자수(명)` has 44 (62.0%) zeros	Zeros
`정신수급자수(명)` has 38 (53.5%) zeros	Zeros
`자폐성수급자수(명)` has 59 (83.1%) zeros	Zeros

Reproduction

Analysis started	2024-04-11 04:56:13.531279
Analysis finished	2024-04-11 04:56:41.207527
Duration	27.68 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기준년도
Real number (ℝ)

Distinct	11
Distinct (%)	15.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2017.0563

Minimum	2013
Maximum	2023
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	771.0 B

Quantile statistics

Minimum	2013
5-th percentile	2013
Q1	2015
median	2017
Q3	2019
95-th percentile	2022
Maximum	2023
Range	10
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.8024852
Coefficient of variation (CV)	0.0013893936
Kurtosis	-0.69374389
Mean	2017.0563
Median Absolute Deviation (MAD)	2
Skewness	0.33330408
Sum	143211
Variance	7.8539235
Monotonicity	Decreasing

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
2019	11	15.5%
2018	8	11.3%
2017	8	11.3%
2016	8	11.3%
2015	8	11.3%
2014	8	11.3%
2013	8	11.3%
2023	3	4.2%
2022	3	4.2%
2021	3	4.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2013	8	11.3%
2014	8	11.3%
2015	8	11.3%
2016	8	11.3%
2017	8	11.3%
2018	8	11.3%
2019	11	15.5%
2020	3	4.2%
2021	3	4.2%
2022	3	4.2%

Value	Count	Frequency (%)
2023	3	4.2%
2022	3	4.2%
2021	3	4.2%
2020	3	4.2%
2019	11	15.5%
2018	8	11.3%
2017	8	11.3%
2016	8	11.3%
2015	8	11.3%
2014	8	11.3%

장애정도
Categorical

HIGH CORRELATION

Distinct	11
Distinct (%)	15.5%
Missing	0
Missing (%)	0.0%
Memory size	700.0 B

1급(중증)	7
2급(중증)	7
3급(경증)	7
3급(중증)	7
4급(경증)	7
Other values (6)	36

Length

Max length	13
Median length	6
Mean length	6.7183099
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	심하지 않은 장애(경증)
2nd row	심한 장애(경증)
3rd row	심한 장애(중증)
4th row	심하지 않은 장애(경증)
5th row	심한 장애(경증)

Common Values

Value	Count	Frequency (%)
1급(중증)	7	9.9%
2급(중증)	7	9.9%
3급(경증)	7	9.9%
3급(중증)	7	9.9%
4급(경증)	7	9.9%
5급(경증)	7	9.9%
6급(경증)	7	9.9%
해당없음	7	9.9%
심하지 않은 장애(경증)	5	7.0%
심한 장애(경증)	5	7.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
장애(경증	10	11.0%
심한	10	11.0%
1급(중증	7	7.7%
2급(중증	7	7.7%
3급(경증	7	7.7%
3급(중증	7	7.7%
4급(경증	7	7.7%
5급(경증	7	7.7%
6급(경증	7	7.7%
해당없음	7	7.7%
Other values (3)	15	16.5%

전체수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	56
Distinct (%)	78.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6239.9718

Minimum	0
Maximum	28926
Zeros	1
Zeros (%)	1.4%
Negative	0
Negative (%)	0.0%
Memory size	771.0 B

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6.5
median	5693
Q3	7261
95-th percentile	21815.5
Maximum	28926
Range	28926
Interquartile range (IQR)	7254.5

Descriptive statistics

Standard deviation	7613.5714
Coefficient of variation (CV)	1.2201291
Kurtosis	0.60509937
Mean	6239.9718
Median Absolute Deviation (MAD)	5686
Skewness	1.1807013
Sum	443038
Variance	57966470
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	6	8.5%
2	3	4.2%
3	3	4.2%
7	2	2.8%
8	2	2.8%
5	2	2.8%
12	2	2.8%
4	2	2.8%
9	2	2.8%
14224	1	1.4%
Other values (46)	46	64.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	1.4%
1	6	8.5%
2	3	4.2%
3	3	4.2%
4	2	2.8%
5	2	2.8%
6	1	1.4%
7	2	2.8%
8	2	2.8%
9	2	2.8%

Value	Count	Frequency (%)
28926	1	1.4%
26543	1	1.4%
24350	1	1.4%
22099	1	1.4%
21532	1	1.4%
17959	1	1.4%
17149	1	1.4%
16944	1	1.4%
16053	1	1.4%
15696	1	1.4%

지체수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	43
Distinct (%)	60.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2506.338

Minimum	0
Maximum	13135
Zeros	17
Zeros (%)	23.9%
Negative	0
Negative (%)	0.0%
Memory size	771.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3199
Q3	3712.5
95-th percentile	11075.5
Maximum	13135
Range	13135
Interquartile range (IQR)	3711.5

Descriptive statistics

Standard deviation	3151.9813
Coefficient of variation (CV)	1.2576042
Kurtosis	3.557499
Mean	2506.338
Median Absolute Deviation (MAD)	3192
Skewness	1.7841881
Sum	177950
Variance	9934985.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
0	17	23.9%
1	5	7.0%
2	4	5.6%
3	3	4.2%
4001	2	2.8%
3910	2	2.8%
7	2	2.8%
3843	1	1.4%
3939	1	1.4%
3516	1	1.4%
Other values (33)	33	46.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	23.9%
1	5	7.0%
2	4	5.6%
3	3	4.2%
7	2	2.8%
8	1	1.4%
10	1	1.4%
2871	1	1.4%
2940	1	1.4%
3199	1	1.4%

Value	Count	Frequency (%)
13135	1	1.4%
12465	1	1.4%
11866	1	1.4%
11152	1	1.4%
10999	1	1.4%
4111	1	1.4%
4053	1	1.4%
4001	2	2.8%
3979	1	1.4%
3939	1	1.4%

뇌병변수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	45
Distinct (%)	63.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	677.32394

Minimum	0
Maximum	3550
Zeros	8
Zeros (%)	11.3%
Negative	0
Negative (%)	0.0%
Memory size	771.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	540
Q3	892.5
95-th percentile	2664.5
Maximum	3550
Range	3550
Interquartile range (IQR)	891.5

Descriptive statistics

Standard deviation	854.72433
Coefficient of variation (CV)	1.2619136
Kurtosis	2.1461041
Mean	677.32394
Median Absolute Deviation (MAD)	539
Skewness	1.5123247
Sum	48090
Variance	730553.68
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
1	14	19.7%
0	8	11.3%
2	5	7.0%
11	2	2.8%
1466	2	2.8%
645	1	1.4%
710	1	1.4%
1450	1	1.4%
854	1	1.4%
705	1	1.4%
Other values (35)	35	49.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	11.3%
1	14	19.7%
2	5	7.0%
3	1	1.4%
4	1	1.4%
5	1	1.4%
7	1	1.4%
11	2	2.8%
461	1	1.4%
523	1	1.4%

Value	Count	Frequency (%)
3550	1	1.4%
3222	1	1.4%
2964	1	1.4%
2716	1	1.4%
2613	1	1.4%
1657	1	1.4%
1611	1	1.4%
1598	1	1.4%
1522	1	1.4%
1480	1	1.4%

시각수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	40
Distinct (%)	56.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	498.71831

Minimum	0
Maximum	3432
Zeros	23
Zeros (%)	32.4%
Negative	0
Negative (%)	0.0%
Memory size	771.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	247
Q3	355
95-th percentile	2731.5
Maximum	3432
Range	3432
Interquartile range (IQR)	355

Descriptive statistics

Standard deviation	867.2677
Coefficient of variation (CV)	1.7389931
Kurtosis	3.4533517
Mean	498.71831
Median Absolute Deviation (MAD)	246
Skewness	2.1097478
Sum	35409
Variance	752153.26
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0	23	32.4%
1	7	9.9%
247	2	2.8%
2	2	2.8%
320	2	2.8%
264	1	1.4%
342	1	1.4%
375	1	1.4%
1797	1	1.4%
273	1	1.4%
Other values (30)	30	42.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	23	32.4%
1	7	9.9%
2	2	2.8%
3	1	1.4%
244	1	1.4%
247	2	2.8%
251	1	1.4%
252	1	1.4%
253	1	1.4%
254	1	1.4%

Value	Count	Frequency (%)
3432	1	1.4%
3227	1	1.4%
3001	1	1.4%
2765	1	1.4%
2698	1	1.4%
1944	1	1.4%
1907	1	1.4%
1858	1	1.4%
1797	1	1.4%
1712	1	1.4%

청각수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	39
Distinct (%)	54.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	706.04225

Minimum	0
Maximum	7103
Zeros	23
Zeros (%)	32.4%
Negative	0
Negative (%)	0.0%
Memory size	771.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	360
Q3	734.5
95-th percentile	4003
Maximum	7103
Range	7103
Interquartile range (IQR)	734.5

Descriptive statistics

Standard deviation	1365.5155
Coefficient of variation (CV)	1.9340421
Kurtosis	11.012734
Mean	706.04225
Median Absolute Deviation (MAD)	360
Skewness	3.2773342
Sum	50129
Variance	1864632.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	23	32.4%
1	7	9.9%
744	3	4.2%
2	3	4.2%
7103	1	1.4%
360	1	1.4%
442	1	1.4%
565	1	1.4%
831	1	1.4%
854	1	1.4%
Other values (29)	29	40.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	23	32.4%
1	7	9.9%
2	3	4.2%
338	1	1.4%
343	1	1.4%
360	1	1.4%
414	1	1.4%
442	1	1.4%
499	1	1.4%
525	1	1.4%

Value	Count	Frequency (%)
7103	1	1.4%
6121	1	1.4%
5097	1	1.4%
4255	1	1.4%
3751	1	1.4%
1624	1	1.4%
1319	1	1.4%
1313	1	1.4%
1159	1	1.4%
963	1	1.4%

언어수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	32.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.760563

Minimum	0
Maximum	232
Zeros	45
Zeros (%)	63.4%
Negative	0
Negative (%)	0.0%
Memory size	771.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	177.5
95-th percentile	220
Maximum	232
Range	232
Interquartile range (IQR)	177.5

Descriptive statistics

Standard deviation	92.34353
Coefficient of variation (CV)	1.4259223
Kurtosis	-1.3409912
Mean	64.760563
Median Absolute Deviation (MAD)	0
Skewness	0.77493623
Sum	4598
Variance	8527.3276
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	45	63.4%
210	2	2.8%
1	2	2.8%
208	2	2.8%
174	2	2.8%
221	1	1.4%
175	1	1.4%
142	1	1.4%
191	1	1.4%
139	1	1.4%
Other values (13)	13	18.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	45	63.4%
1	2	2.8%
139	1	1.4%
142	1	1.4%
153	1	1.4%
174	2	2.8%
175	1	1.4%
180	1	1.4%
182	1	1.4%
184	1	1.4%

Value	Count	Frequency (%)
232	1	1.4%
226	1	1.4%
222	1	1.4%
221	1	1.4%
219	1	1.4%
210	2	2.8%
208	2	2.8%
195	1	1.4%
191	1	1.4%
190	1	1.4%

안면수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	13
Distinct (%)	18.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.8309859

Minimum	0
Maximum	24
Zeros	39
Zeros (%)	54.9%
Negative	0
Negative (%)	0.0%
Memory size	771.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	18.5
95-th percentile	22
Maximum	24
Range	24
Interquartile range (IQR)	18.5

Descriptive statistics

Standard deviation	9.179147
Coefficient of variation (CV)	1.3437514
Kurtosis	-1.3944346
Mean	6.8309859
Median Absolute Deviation (MAD)	0
Skewness	0.73595163
Sum	485
Variance	84.25674
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	39	54.9%
19	8	11.3%
22	4	5.6%
2	4	5.6%
20	4	5.6%
18	3	4.2%
17	2	2.8%
3	2	2.8%
13	1	1.4%
21	1	1.4%
Other values (3)	3	4.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	39	54.9%
1	1	1.4%
2	4	5.6%
3	2	2.8%
4	1	1.4%
13	1	1.4%
17	2	2.8%
18	3	4.2%
19	8	11.3%
20	4	5.6%

Value	Count	Frequency (%)
24	1	1.4%
22	4	5.6%
21	1	1.4%
20	4	5.6%
19	8	11.3%
18	3	4.2%
17	2	2.8%
13	1	1.4%
4	1	1.4%
3	2	2.8%

신장수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	35.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54.957746

Minimum	0
Maximum	444
Zeros	28
Zeros (%)	39.4%
Negative	0
Negative (%)	0.0%
Memory size	771.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	23.5
95-th percentile	350.5
Maximum	444
Range	444
Interquartile range (IQR)	23.5

Descriptive statistics

Standard deviation	117.83177
Coefficient of variation (CV)	2.144043
Kurtosis	2.789658
Mean	54.957746
Median Absolute Deviation (MAD)	1
Skewness	2.0552901
Sum	3902
Variance	13884.327
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	28	39.4%
1	10	14.1%
2	8	11.3%
5	2	2.8%
25	2	2.8%
24	2	2.8%
444	1	1.4%
12	1	1.4%
211	1	1.4%
23	1	1.4%
Other values (15)	15	21.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	28	39.4%
1	10	14.1%
2	8	11.3%
3	1	1.4%
4	1	1.4%
5	2	2.8%
6	1	1.4%
12	1	1.4%
23	1	1.4%
24	2	2.8%

Value	Count	Frequency (%)
444	1	1.4%
394	1	1.4%
364	1	1.4%
360	1	1.4%
341	1	1.4%
297	1	1.4%
289	1	1.4%
265	1	1.4%
262	1	1.4%
235	1	1.4%

심장수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	20
Distinct (%)	28.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.43662

Minimum	0
Maximum	75
Zeros	39
Zeros (%)	54.9%
Negative	0
Negative (%)	0.0%
Memory size	771.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	16
95-th percentile	67
Maximum	75
Range	75
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	24.612849
Coefficient of variation (CV)	1.7048901
Kurtosis	0.71851585
Mean	14.43662
Median Absolute Deviation (MAD)	0
Skewness	1.533924
Sum	1025
Variance	605.79235
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	39	54.9%
1	5	7.0%
28	3	4.2%
64	3	4.2%
11	2	2.8%
63	2	2.8%
3	2	2.8%
16	2	2.8%
67	2	2.8%
10	1	1.4%
Other values (10)	10	14.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	39	54.9%
1	5	7.0%
2	1	1.4%
3	2	2.8%
9	1	1.4%
10	1	1.4%
11	2	2.8%
13	1	1.4%
16	2	2.8%
25	1	1.4%

Value	Count	Frequency (%)
75	1	1.4%
73	1	1.4%
70	1	1.4%
67	2	2.8%
65	1	1.4%
64	3	4.2%
63	2	2.8%
56	1	1.4%
28	3	4.2%
26	1	1.4%

간수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	38.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.943662

Minimum	0
Maximum	239
Zeros	40
Zeros (%)	56.3%
Negative	0
Negative (%)	0.0%
Memory size	771.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	14
95-th percentile	160.5
Maximum	239
Range	239
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	56.01349
Coefficient of variation (CV)	2.0789115
Kurtosis	4.0041913
Mean	26.943662
Median Absolute Deviation (MAD)	0
Skewness	2.2297827
Sum	1913
Variance	3137.5111
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	40	56.3%
14	3	4.2%
3	3	4.2%
11	2	2.8%
239	1	1.4%
126	1	1.4%
82	1	1.4%
23	1	1.4%
87	1	1.4%
1	1	1.4%
Other values (17)	17	23.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	40	56.3%
1	1	1.4%
2	1	1.4%
3	3	4.2%
4	1	1.4%
6	1	1.4%
10	1	1.4%
11	2	2.8%
13	1	1.4%
14	3	4.2%

Value	Count	Frequency (%)
239	1	1.4%
199	1	1.4%
171	1	1.4%
167	1	1.4%
154	1	1.4%
145	1	1.4%
134	1	1.4%
126	1	1.4%
110	1	1.4%
97	1	1.4%

호흡기수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	17
Distinct (%)	23.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.859155

Minimum	0
Maximum	191
Zeros	39
Zeros (%)	54.9%
Negative	0
Negative (%)	0.0%
Memory size	771.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3.5
95-th percentile	174.5
Maximum	191
Range	191
Interquartile range (IQR)	3.5

Descriptive statistics

Standard deviation	64.829071
Coefficient of variation (CV)	2.1711623
Kurtosis	1.3369569
Mean	29.859155
Median Absolute Deviation (MAD)	0
Skewness	1.8111698
Sum	2120
Variance	4202.8085
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	39	54.9%
1	8	11.3%
2	4	5.6%
5	3	4.2%
166	2	2.8%
169	2	2.8%
4	2	2.8%
3	2	2.8%
175	1	1.4%
170	1	1.4%
Other values (7)	7	9.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	39	54.9%
1	8	11.3%
2	4	5.6%
3	2	2.8%
4	2	2.8%
5	3	4.2%
6	1	1.4%
164	1	1.4%
166	2	2.8%
169	2	2.8%

Value	Count	Frequency (%)
191	1	1.4%
178	1	1.4%
176	1	1.4%
175	1	1.4%
174	1	1.4%
171	1	1.4%
170	1	1.4%
169	2	2.8%
166	2	2.8%
164	1	1.4%

장루요루수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	29
Distinct (%)	40.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.647887

Minimum	0
Maximum	318
Zeros	40
Zeros (%)	56.3%
Negative	0
Negative (%)	0.0%
Memory size	771.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	50.5
95-th percentile	213
Maximum	318
Range	318
Interquartile range (IQR)	50.5

Descriptive statistics

Standard deviation	72.966548
Coefficient of variation (CV)	1.7109065
Kurtosis	3.9615573
Mean	42.647887
Median Absolute Deviation (MAD)	0
Skewness	2.1105971
Sum	3028
Variance	5324.1171
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	40	56.3%
47	2	2.8%
48	2	2.8%
35	2	2.8%
318	1	1.4%
22	1	1.4%
60	1	1.4%
26	1	1.4%
134	1	1.4%
59	1	1.4%
Other values (19)	19	26.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	40	56.3%
19	1	1.4%
22	1	1.4%
26	1	1.4%
28	1	1.4%
30	1	1.4%
35	2	2.8%
37	1	1.4%
40	1	1.4%
47	2	2.8%

Value	Count	Frequency (%)
318	1	1.4%
269	1	1.4%
249	1	1.4%
223	1	1.4%
203	1	1.4%
172	1	1.4%
170	1	1.4%
152	1	1.4%
146	1	1.4%
134	1	1.4%

뇌전증수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	29
Distinct (%)	40.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	72.915493

Minimum	0
Maximum	363
Zeros	34
Zeros (%)	47.9%
Negative	0
Negative (%)	0.0%
Memory size	771.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	84
95-th percentile	347.5
Maximum	363
Range	363
Interquartile range (IQR)	84

Descriptive statistics

Standard deviation	114.51435
Coefficient of variation (CV)	1.5705077
Kurtosis	1.0189585
Mean	72.915493
Median Absolute Deviation (MAD)	1
Skewness	1.5631094
Sum	5177
Variance	13113.536
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	34	47.9%
1	5	7.0%
76	2	2.8%
279	2	2.8%
276	2	2.8%
78	2	2.8%
84	2	2.8%
87	1	1.4%
44	1	1.4%
277	1	1.4%
Other values (19)	19	26.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	34	47.9%
1	5	7.0%
2	1	1.4%
20	1	1.4%
44	1	1.4%
64	1	1.4%
71	1	1.4%
73	1	1.4%
75	1	1.4%
76	2	2.8%

Value	Count	Frequency (%)
363	1	1.4%
359	1	1.4%
354	1	1.4%
348	1	1.4%
347	1	1.4%
293	1	1.4%
291	1	1.4%
279	2	2.8%
277	1	1.4%
276	2	2.8%

지적수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	19
Distinct (%)	26.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	521.53521

Minimum	0
Maximum	3981
Zeros	44
Zeros (%)	62.0%
Negative	0
Negative (%)	0.0%
Memory size	771.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3
95-th percentile	3299
Maximum	3981
Range	3981
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1181.1982
Coefficient of variation (CV)	2.2648485
Kurtosis	1.9894836
Mean	521.53521
Median Absolute Deviation (MAD)	0
Skewness	1.9287574
Sum	37029
Variance	1395229.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	44	62.0%
1	5	7.0%
4	3	4.2%
2	3	4.2%
3	2	2.8%
3036	1	1.4%
2253	1	1.4%
2415	1	1.4%
2623	1	1.4%
2780	1	1.4%
Other values (9)	9	12.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	44	62.0%
1	5	7.0%
2	3	4.2%
3	2	2.8%
4	3	4.2%
8	1	1.4%
10	1	1.4%
2253	1	1.4%
2415	1	1.4%
2623	1	1.4%

Value	Count	Frequency (%)
3981	1	1.4%
3667	1	1.4%
3594	1	1.4%
3372	1	1.4%
3226	1	1.4%
3165	1	1.4%
3036	1	1.4%
2870	1	1.4%
2780	1	1.4%
2623	1	1.4%

정신수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	20
Distinct (%)	28.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1013.1268

Minimum	0
Maximum	7302
Zeros	38
Zeros (%)	53.5%
Negative	0
Negative (%)	0.0%
Memory size	771.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3
95-th percentile	6384.5
Maximum	7302
Range	7302
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2282.1605
Coefficient of variation (CV)	2.2525913
Kurtosis	1.7719818
Mean	1013.1268
Median Absolute Deviation (MAD)	0
Skewness	1.8917779
Sum	71932
Variance	5208256.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	38	53.5%
1	8	11.3%
2	6	8.5%
4	2	2.8%
3	2	2.8%
74	1	1.4%
6026	1	1.4%
4450	1	1.4%
4832	1	1.4%
5300	1	1.4%
Other values (10)	10	14.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	38	53.5%
1	8	11.3%
2	6	8.5%
3	2	2.8%
4	2	2.8%
5	1	1.4%
39	1	1.4%
74	1	1.4%
4450	1	1.4%
4832	1	1.4%

Value	Count	Frequency (%)
7302	1	1.4%
6921	1	1.4%
6774	1	1.4%
6446	1	1.4%
6323	1	1.4%
6220	1	1.4%
6026	1	1.4%
5639	1	1.4%
5547	1	1.4%
5300	1	1.4%

자폐성수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	12
Distinct (%)	16.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5211268

Minimum	0
Maximum	35
Zeros	59
Zeros (%)	83.1%
Negative	0
Negative (%)	0.0%
Memory size	771.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	22.5
Maximum	35
Range	35
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	8.3046616
Coefficient of variation (CV)	2.3585239
Kurtosis	3.9856871
Mean	3.5211268
Median Absolute Deviation (MAD)	0
Skewness	2.2468225
Sum	250
Variance	68.967404
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	59	83.1%
17	2	2.8%
35	1	1.4%
28	1	1.4%
27	1	1.4%
24	1	1.4%
21	1	1.4%
20	1	1.4%
18	1	1.4%
19	1	1.4%
Other values (2)	2	2.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	59	83.1%
11	1	1.4%
13	1	1.4%
17	2	2.8%
18	1	1.4%
19	1	1.4%
20	1	1.4%
21	1	1.4%
24	1	1.4%
27	1	1.4%

Value	Count	Frequency (%)
35	1	1.4%
28	1	1.4%
27	1	1.4%
24	1	1.4%
21	1	1.4%
20	1	1.4%
19	1	1.4%
18	1	1.4%
17	2	2.8%
13	1	1.4%

기타수급자수(명)
Categorical

IMBALANCE

Distinct	3
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Memory size	700.0 B

0	69
217	1
1	1

Length

Max length	3
Median length	1
Mean length	1.028169
Min length	1

Unique

Unique	2 ?
Unique (%)	2.8%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	69	97.2%
217	1	1.4%
1	1	1.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	69	97.2%
217	1	1.4%
1	1	1.4%

Heatmap
Table

	기준년도	장애정도	전체수급자수(명)	지체수급자수(명)	뇌병변수급자수(명)	시각수급자수(명)	청각수급자수(명)	언어수급자수(명)	안면수급자수(명)	신장수급자수(명)	심장수급자수(명)	간수급자수(명)	호흡기수급자수(명)	장루요루수급자수(명)	뇌전증수급자수(명)	지적수급자수(명)	정신수급자수(명)	자폐성수급자수(명)	기타수급자수(명)
기준년도	1.000	0.000	0.512	0.337	0.367	0.177	0.510	0.182	0.286	0.258	0.000	0.507	0.187	0.364	0.000	0.270	0.283	0.492	0.000
장애정도	0.000	1.000	0.833	0.864	0.868	0.806	0.698	0.765	0.785	0.729	0.873	0.631	0.889	0.752	0.898	0.781	0.771	0.579	0.000
전체수급자수(명)	0.512	0.833	1.000	0.939	0.970	0.855	0.876	0.865	0.702	0.781	0.812	0.854	0.941	0.819	0.838	0.805	0.816	0.805	0.000
지체수급자수(명)	0.337	0.864	0.939	1.000	0.927	0.784	0.853	0.596	0.644	0.762	0.723	0.791	0.395	0.974	0.757	0.134	0.385	0.000	0.000
뇌병변수급자수(명)	0.367	0.868	0.970	0.927	1.000	0.852	0.885	0.785	0.664	0.755	0.797	0.945	0.777	0.864	0.823	0.688	0.768	0.787	0.000
시각수급자수(명)	0.177	0.806	0.855	0.784	0.852	1.000	0.941	0.412	0.497	0.956	0.832	0.812	0.000	0.890	0.623	0.000	0.000	0.000	0.000
청각수급자수(명)	0.510	0.698	0.876	0.853	0.885	0.941	1.000	0.453	0.466	0.961	0.882	0.935	0.000	0.916	0.686	0.000	0.000	0.000	0.000
언어수급자수(명)	0.182	0.765	0.865	0.596	0.785	0.412	0.453	1.000	0.876	0.393	0.654	0.103	0.890	0.687	0.874	0.905	0.748	0.788	0.000
안면수급자수(명)	0.286	0.785	0.702	0.644	0.664	0.497	0.466	0.876	1.000	0.694	0.678	0.615	0.875	0.789	0.912	0.798	0.574	0.737	0.000
신장수급자수(명)	0.258	0.729	0.781	0.762	0.755	0.956	0.961	0.393	0.694	1.000	0.955	0.935	0.000	0.894	0.661	0.000	0.000	0.000	0.000
심장수급자수(명)	0.000	0.873	0.812	0.723	0.797	0.832	0.882	0.654	0.678	0.955	1.000	0.762	0.864	0.690	0.785	0.782	0.735	0.738	0.000
간수급자수(명)	0.507	0.631	0.854	0.791	0.945	0.812	0.935	0.103	0.615	0.935	0.762	1.000	0.000	0.868	0.645	0.000	0.000	0.000	0.000
호흡기수급자수(명)	0.187	0.889	0.941	0.395	0.777	0.000	0.000	0.890	0.875	0.000	0.864	0.000	1.000	0.163	0.848	0.999	0.843	0.910	0.000
장루요루수급자수(명)	0.364	0.752	0.819	0.974	0.864	0.890	0.916	0.687	0.789	0.894	0.690	0.868	0.163	1.000	0.885	0.000	0.143	0.000	0.000
뇌전증수급자수(명)	0.000	0.898	0.838	0.757	0.823	0.623	0.686	0.874	0.912	0.661	0.785	0.645	0.848	0.885	1.000	0.657	0.480	0.540	0.000
지적수급자수(명)	0.270	0.781	0.805	0.134	0.688	0.000	0.000	0.905	0.798	0.000	0.782	0.000	0.999	0.000	0.657	1.000	0.912	0.911	0.000
정신수급자수(명)	0.283	0.771	0.816	0.385	0.768	0.000	0.000	0.748	0.574	0.000	0.735	0.000	0.843	0.143	0.480	0.912	1.000	0.959	0.000
자폐성수급자수(명)	0.492	0.579	0.805	0.000	0.787	0.000	0.000	0.788	0.737	0.000	0.738	0.000	0.910	0.000	0.540	0.911	0.959	1.000	0.000
기타수급자수(명)	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000

Heatmap
Table

	장애정도	기타수급자수(명)
장애정도	1.000	0.000
기타수급자수(명)	0.000	1.000

Heatmap
Table

	기준년도	전체수급자수(명)	지체수급자수(명)	뇌병변수급자수(명)	시각수급자수(명)	청각수급자수(명)	언어수급자수(명)	안면수급자수(명)	신장수급자수(명)	심장수급자수(명)	간수급자수(명)	호흡기수급자수(명)	장루요루수급자수(명)	뇌전증수급자수(명)	지적수급자수(명)	정신수급자수(명)	자폐성수급자수(명)	장애정도	기타수급자수(명)
기준년도	1.000	0.408	0.215	0.410	0.218	0.269	0.396	0.130	0.203	0.223	0.215	0.344	0.216	0.267	0.273	0.256	0.200	0.000	0.000
전체수급자수(명)	0.408	1.000	0.846	0.969	0.801	0.875	0.772	0.788	0.510	0.829	0.809	0.696	0.776	0.802	0.300	0.373	0.544	0.568	0.000
지체수급자수(명)	0.215	0.846	1.000	0.823	0.899	0.908	0.613	0.780	0.675	0.675	0.806	0.432	0.850	0.833	-0.069	-0.032	0.144	0.669	0.000
뇌병변수급자수(명)	0.410	0.969	0.823	1.000	0.789	0.853	0.803	0.809	0.477	0.824	0.802	0.667	0.790	0.805	0.240	0.331	0.546	0.642	0.000
시각수급자수(명)	0.218	0.801	0.899	0.789	1.000	0.831	0.476	0.568	0.504	0.524	0.655	0.335	0.677	0.633	-0.195	-0.125	0.080	0.553	0.000
청각수급자수(명)	0.269	0.875	0.908	0.853	0.831	1.000	0.680	0.823	0.671	0.770	0.870	0.537	0.907	0.853	-0.036	0.068	0.260	0.424	0.000
언어수급자수(명)	0.396	0.772	0.613	0.803	0.476	0.680	1.000	0.835	0.419	0.752	0.661	0.462	0.777	0.808	0.289	0.427	0.530	0.507	0.000
안면수급자수(명)	0.130	0.788	0.780	0.809	0.568	0.823	0.835	1.000	0.607	0.862	0.848	0.554	0.919	0.915	0.144	0.244	0.463	0.531	0.000
신장수급자수(명)	0.203	0.510	0.675	0.477	0.504	0.671	0.419	0.607	1.000	0.464	0.674	0.388	0.713	0.755	-0.137	-0.095	-0.129	0.456	0.000
심장수급자수(명)	0.223	0.829	0.675	0.824	0.524	0.770	0.752	0.862	0.464	1.000	0.914	0.799	0.826	0.819	0.342	0.450	0.706	0.661	0.000
간수급자수(명)	0.215	0.809	0.806	0.802	0.655	0.870	0.661	0.848	0.674	0.914	1.000	0.732	0.914	0.876	0.088	0.225	0.417	0.350	0.000
호흡기수급자수(명)	0.344	0.696	0.432	0.667	0.335	0.537	0.462	0.554	0.388	0.799	0.732	1.000	0.516	0.581	0.536	0.525	0.710	0.768	0.000
장루요루수급자수(명)	0.216	0.776	0.850	0.790	0.677	0.907	0.777	0.919	0.713	0.826	0.914	0.516	1.000	0.922	-0.047	0.088	0.270	0.438	0.000
뇌전증수급자수(명)	0.267	0.802	0.833	0.805	0.633	0.853	0.808	0.915	0.755	0.819	0.876	0.581	0.922	1.000	0.116	0.194	0.324	0.712	0.000
지적수급자수(명)	0.273	0.300	-0.069	0.240	-0.195	-0.036	0.289	0.144	-0.137	0.342	0.088	0.536	-0.047	0.116	1.000	0.705	0.748	0.526	0.000
정신수급자수(명)	0.256	0.373	-0.032	0.331	-0.125	0.068	0.427	0.244	-0.095	0.450	0.225	0.525	0.088	0.194	0.705	1.000	0.710	0.537	0.000
자폐성수급자수(명)	0.200	0.544	0.144	0.546	0.080	0.260	0.530	0.463	-0.129	0.706	0.417	0.710	0.270	0.324	0.748	0.710	1.000	0.402	0.000
장애정도	0.000	0.568	0.669	0.642	0.553	0.424	0.507	0.531	0.456	0.661	0.350	0.768	0.438	0.712	0.526	0.537	0.402	1.000	0.000
기타수급자수(명)	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	기준년도	장애정도	전체수급자수(명)	지체수급자수(명)	뇌병변수급자수(명)	시각수급자수(명)	청각수급자수(명)	언어수급자수(명)	안면수급자수(명)	신장수급자수(명)	심장수급자수(명)	간수급자수(명)	호흡기수급자수(명)	장루요루수급자수(명)	뇌전증수급자수(명)	지적수급자수(명)	정신수급자수(명)	자폐성수급자수(명)
0	2023	심하지 않은 장애(경증)	28926	13135	3550	3432	7103	221	22	444	28	239	6	318	354	0	74	0
1	2023	심한 장애(경증)	17959	3325	1657	293	734	232	17	1	70	10	174	53	75	3981	7302	35
2	2023	심한 장애(중증)	39	10	11	3	0	0	0	2	0	0	2	0	1	8	2	0
3	2022	심하지 않은 장애(경증)	26543	12465	3222	3227	6121	210	19	394	26	199	5	269	347	0	39	0
4	2022	심한 장애(경증)	17149	3291	1611	277	744	222	13	0	63	16	178	47	71	3667	6921	28
5	2022	심한 장애(중증)	40	7	11	2	1	0	0	6	0	0	2	0	1	10	0	0
6	2021	심하지 않은 장애(경증)	24350	11866	2964	3001	5097	226	19	364	28	171	2	249	359	0	4	0
7	2021	심한 장애(경증)	16944	3345	1598	267	735	190	18	0	73	11	191	48	73	3594	6774	27
8	2021	심한 장애(중증)	29	8	7	1	2	1	0	2	0	0	0	0	1	4	3	0
9	2020	심하지 않은 장애(경증)	22099	10999	2716	2765	4255	219	17	360	28	167	2	223	348	0	0	0

	기준년도	장애정도	전체수급자수(명)	지체수급자수(명)	뇌병변수급자수(명)	시각수급자수(명)	청각수급자수(명)	언어수급자수(명)	안면수급자수(명)	신장수급자수(명)	심장수급자수(명)	간수급자수(명)	호흡기수급자수(명)	장루요루수급자수(명)	뇌전증수급자수(명)	지적수급자수(명)	정신수급자수(명)	자폐성수급자수(명)
61	2014	6급(경증)	5359	2940	540	1541	338	0	0	0	0	0	0	0	0	0	0	0
62	2014	해당없음	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0
63	2013	1급(중증)	3	0	0	1	0	0	0	2	0	0	0	0	0	0	0	0
64	2013	2급(중증)	4	0	2	0	0	0	0	0	0	0	0	0	0	0	2	0
65	2013	3급(경증)	12796	3363	1371	252	549	142	19	2	75	23	175	19	92	2253	4450	11
66	2013	3급(중증)	7	0	1	0	2	0	0	0	0	0	0	0	0	0	4	0
67	2013	4급(경증)	6158	3843	706	299	708	174	22	23	1	3	0	86	293	0	0	0
68	2013	5급(경증)	5693	3715	523	320	744	0	2	211	10	82	1	65	20	0	0	0
69	2013	6급(경증)	5174	2871	461	1499	343	0	0	0	0	0	0	0	0	0	0	0
70	2013	해당없음	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0

Overview

Variables

Common Values

Length

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample